{"id":"W4388500358","doi":"10.1093/eurheartj/ehad718","title":"Endpoint adjudication in cardiovascular clinical trials","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Medicine; Adjudication; Clinical endpoint; Surrogate endpoint; Endpoint Determination; Unstable angina; Clinical trial; Myocardial infarction; Blinding; Generalizability theory; Randomized controlled trial; Intensive care medicine; Cardiology; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2201682,0.0001768429,0.001523696,0.0002442439,0.0001148114,0.00009685492,0.0003371243,0.0001060601,0.0004920461],"category_scores_gemma":[0.4640812,0.0001411782,0.001247073,0.0005401176,0.0001168237,0.00008124555,0.0001532333,0.001190442,0.001527614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005060217,"about_ca_system_score_gemma":0.00008248503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001200285,"about_ca_topic_score_gemma":5.614178e-7,"domain_scores_codex":[0.9519663,0.04278233,0.003602204,0.0004193141,0.0007635709,0.0004663121],"domain_scores_gemma":[0.9285689,0.06987736,0.0005086133,0.0006089567,0.0001070528,0.0003291234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005861232,0.00071007,0.0292109,0.0001550094,0.001389947,0.00284244,0.0004606117,0.0001488389,0.0003178445,0.02478054,0.376191,0.5632066],"study_design_scores_gemma":[0.00376279,0.0002668045,0.3051241,0.000268703,0.000260642,0.0001912378,0.0001024868,0.0003478867,0.00008094595,0.5715519,0.1176832,0.0003592296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3842995,0.002804921,0.4970013,0.01889545,0.02795836,0.004757869,0.0001853646,0.001956298,0.06214098],"genre_scores_gemma":[0.1760461,0.001808932,0.809265,0.001008893,0.01084097,0.0000204396,0.000004552675,0.0002314641,0.0007736314],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5628474,"threshold_uncertainty_score":0.9992498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8982108558697043,"score_gpt":0.6717259174122281,"score_spread":0.2264849384574762,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}